{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.offsetbox as os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import PIL.Image as Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [random.randint(1,100) for i in range(50)]\n",
    "y = [random.randint(1,100) for i in range(50)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21a6c7b8160>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "plt.scatter(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib._png import read_png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(9,6))\n",
    "ax.scatter(x,y)\n",
    "for x1,y1 in zip(x,y):\n",
    "    image = os.OffsetImage(read_png(\"image/{0}.png\".format(random.randint(1,6))))\n",
    "    img = os.AnnotationBbox(image,(x1,y1),frameon=False)\n",
    "    ax.add_artist(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = numpy.linspace(0,2*numpy.pi,100)\n",
    "y = numpy.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,6))\n",
    "ax.plot(x,y,zorder=-1)\n",
    "for x1,y1 in zip(x[::5],y[::5]):\n",
    "    image = os.OffsetImage(read_png(\"image/{0}.png\".format(random.randint(1,6))))\n",
    "    img = os.AnnotationBbox(image,(x1,y1),frameon=False)\n",
    "    ax.add_artist(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
